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面向可嵌入数字孪生的功率变换器温度监测体素法
Toward Embeddable Digital Twins - A Voxel-Based Approach for Power Converter Temperature Monitoring
| 作者 | Xianghao Mo · Daniel Ríos Linares · Regina Ramos · Miroslav Vasić |
| 期刊 | IEEE Journal of Emerging and Selected Topics in Power Electronics |
| 出版日期 | 2025年2月 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 SiC器件 DAB LLC谐振 热仿真 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 功率变换器 实时温度映射 数字孪生 有限差分法 现场可编程门阵列 |
语言:
中文摘要
提出采用时域有限差分(FDTD)方法的新型体素法用于功率变换器实时三维温度映射。该方法通过数字孪生(DT)提供功率变换器瞬态热行为,为功率变换器健康管理提供先进温度监测解决方案。核心特征是从物理设计到热仿真对功率变换器及其元件进行数字化。采用自适应网格技术应对FDTD计算需求,显著减少功率变换器热仿真所需资源。为确保实时监测在嵌入式系统上实现DT,分析DSP与FPGA适用性,结论是FPGA因热求解器并行化和SoC平台数据管理协同而理想。实验验证所提方法精度误差不高于5%。
English Abstract
This article presents a novel voxel-based approach employing the finite-difference time-domain (FDTD) method for real-time 3-D temperature mapping of power converters. With this approach, the transient thermal behavior of power converters is provided via a digital twin (DT), offering an advanced temperature monitoring solution for the power converter health management. Its essential feature is digitizing the power converter with its components from the physical design to thermal simulation. Additionally, this approach addresses the computational demands of the FDTD method by incorporating an adaptive mesh technique, significantly reducing resources required for thermal simulation of the power converter. To ensure monitoring in real-time, the DT is implemented on an embedded system. This article conducts the analysis of the suitability of digital signal processors (DSPs) versus field-programmable gate arrays (FPGAs), concluding that the FPGA capabilities are ideal due to the synergy of the thermal solver parallelization and the data management achieved by the system on chip (SoC) platform, in charge of data management. The capabilities and potential of the proposed approach are demonstrated through comparisons between experimental data and simulation results for both static and dynamic cases. Furthermore, the digital twinning of a three-phase LLC converter is detailed as a paradigm for employing the DT as a real-time temperature monitoring technique. Results show that the proposed method achieves precision with an error no higher than 5%, demonstrating the fidelity of the proposed method to reduplicate the transient thermal behavior of complex power converters.
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SunView 深度解读
该可嵌入数字孪生温度监测技术对阳光电源功率变换器健康管理有重要创新价值。体素FDTD方法可应用于ST储能变流器和SG光伏逆变器的实时热监测,实现精准温度预测和故障预警。FPGA实现的自适应网格DT对PowerTitan大型储能系统的在线热管理有借鉴意义,可优化散热设计并延长器件寿命。该技术对阳光电源功率模块的数字化设计和多物理场仿真验证有参考价值,可提升产品可靠性并降低开发成本。